{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e782901a-5162-41ae-b0f7-9bdb794b2c14",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "信计221 刘显婷 224180117\n"
     ]
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Scatter\n",
    "import pymysql\n",
    "# 连接数据库\n",
    "conn = pymysql.connect(\n",
    "    host='127.0.0.1',\n",
    "    port=3306,\n",
    "    user='root',\n",
    "    password='123456',\n",
    "    db='sales',\n",
    "    charset='utf8'\n",
    ")\n",
    "cur = conn.cursor()\n",
    "# 执行 SQL 查询（根据实际表结构调整字段名）\n",
    "sql = \"SELECT trade_date, amount FROM stocks WHERE trade_date >= '2020-01-01' ORDER BY trade_date ASC\"\n",
    "cur.execute(sql)\n",
    "data = cur.fetchall()\n",
    "# 处理数据\n",
    "x_data = [str(item[0]) for item in data]  # 转换为字符串确保格式正确\n",
    "y_data = [item[1] for item in data]\n",
    "# 创建散点图\n",
    "c = (\n",
    "    Scatter()\n",
    "    .add_xaxis(x_data)\n",
    "    .add_yaxis(\n",
    "        \"成交金额\",\n",
    "        y_data,\n",
    "        label_opts=opts.LabelOpts(is_show=False)  # 隐藏数据标签\n",
    "    )\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(\n",
    "            title=\"2020年企业股票成交金额分析\",\n",
    "            subtitle=\"成交金额随时间变化\"\n",
    "        ),\n",
    "        xaxis_opts=opts.AxisOpts(name=\"交易时间\"),\n",
    "        yaxis_opts=opts.AxisOpts(\n",
    "            name=\"成交金额 (万元)\",\n",
    "            type_=\"value\",\n",
    "            min_=0  # 设置 Y 轴最小值\n",
    "        ),\n",
    "        toolbox_opts=opts.ToolboxOpts()  # 显示工具箱\n",
    "    )\n",
    ")\n",
    "# 渲染生成 HTML 文件\n",
    "c.render(\"stock_trade_amount.html\")\n",
    "# 关闭数据库连接\n",
    "cur.close()\n",
    "conn.close()\n",
    "print(\"信计221 刘显婷 224180117\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ecd975a8-88e6-4aeb-b4be-ea9ce2024944",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "信计221 刘显婷 224180117\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.font_manager as fm\n",
    "import pymysql\n",
    "import pandas as pd\n",
    "from sqlalchemy import create_engine\n",
    "# 创建SQLAlchemy引擎\n",
    "engine = create_engine(\"mysql+pymysql://root:123456@localhost/sales?charset=utf8mb4\")\n",
    "# 查询数据\n",
    "query = \"\"\"\n",
    "SELECT WEEK(order_date) AS week, COUNT(*) AS order_count\n",
    "FROM orders\n",
    "WHERE YEAR(order_date) = 2020 AND MONTH(order_date) <= 6\n",
    "GROUP BY WEEK(order_date);\n",
    "\"\"\"\n",
    "data = pd.read_sql(query, engine)\n",
    "# 设置中文字体\n",
    "chinese_font = fm.FontProperties(fname=\"C:/Windows/Fonts/simhei.ttf\")  # 黑体路径\n",
    "# 绘制图形\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(data['week'], data['order_count'], 'm-*', label=\"有效订单量\")\n",
    "# 设置标题和标签\n",
    "plt.title(\"2020年上半年企业每周商品的有效订单量\", fontproperties=chinese_font)\n",
    "plt.xlabel(\"日期（周）\", fontproperties=chinese_font)\n",
    "plt.ylabel(\"有效订单量\", fontproperties=chinese_font)\n",
    "plt.legend(prop=chinese_font)\n",
    "plt.grid(True)\n",
    "# 显示图形\n",
    "plt.show()\n",
    "print(\"信计221 刘显婷 224180117\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "7d189f0f-1608-4e53-a9df-2236ca7524b8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "信计221 刘显婷 224180117\n"
     ]
    }
   ],
   "source": [
    "from sqlalchemy import create_engine\n",
    "import pandas as pd\n",
    "from pyecharts.charts import ThemeRiver\n",
    "from pyecharts import options as opts\n",
    "# 数据库连接参数\n",
    "user = 'root'\n",
    "password = '123456'\n",
    "host = 'localhost'\n",
    "database = 'sales'\n",
    "# 创建 MySQL 连接\n",
    "db_engine = create_engine(\n",
    "    f\"mysql+pymysql://{user}:{password}@{host}/{database}\"\n",
    ")\n",
    "# 查询 2020 年 6 月订单数据并获取支付方式的销量\n",
    "query = \"\"\"\n",
    "SELECT \n",
    "    DATE(order_date) AS day,\n",
    "    pay_method AS payment_method,\n",
    "    COUNT(*) AS sales\n",
    "FROM orders\n",
    "WHERE YEAR(order_date) = 2020 AND MONTH(order_date) = 6\n",
    "GROUP BY DATE(order_date), pay_method\n",
    "ORDER BY DATE(order_date);\n",
    "\"\"\"\n",
    "# 加载数据到 Pandas DataFrame\n",
    "data = pd.read_sql(query, db_engine)\n",
    "# 构造 ThemeRiver 图需要的数据格式\n",
    "data_list = []\n",
    "for _, row in data.iterrows():\n",
    "    data_list.append([row['day'].strftime('%Y-%m-%d'), row['sales'], row['payment_method']])\n",
    "# 创建主题河流图\n",
    "theme_river = (\n",
    "    ThemeRiver()\n",
    "    .add(\n",
    "        series_name=list(data['payment_method'].unique()),\n",
    "        data=data_list,\n",
    "        singleaxis_opts=opts.SingleAxisOpts(\n",
    "            type_=\"time\",\n",
    "            pos_top=\"50\"\n",
    "        )\n",
    "    )\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"2020年6月不同支付方式下的商品销售额\"),\n",
    "        tooltip_opts=opts.TooltipOpts(trigger=\"axis\"),\n",
    "    )\n",
    ")\n",
    "# 渲染生成 HTML 文件\n",
    "theme_river.render(\"sales_river_chart.html\")\n",
    "print(\"信计221 刘显婷 224180117\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8a02cbe8-7327-4d42-b5fb-f8cd06b05ab4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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